How satellite networks work, and whether AI can run on them衛星網路的運作方式與在軌 AI 的可行性
This primer introduces orbital mechanics, optics and networking. Part I explains the physics using numbers from peer-reviewed papers and public filings. Part II covers the research by topic. Part III examines training and inference across satellites, using Google's Suncatcher formation as an example. It ends with a network research plan for orbital data centers.這份教材從軌道力學、光學與網路的基礎講起。第一部介紹物理原理,數字取自經同儕審查的論文與公開申報文件。第二部依主題介紹研究文獻。第三部以 Google 的 Suncatcher 編隊為例,討論跨衛星訓練與推論的需求,最後提出軌道資料中心的網路研究計畫。
The thirteen chapters十三章
Part I · The physics第一部 · 物理
- 01Orbits and constellations: altitude, period, passes and the constellations actually flying軌道與星座:高度、週期、過頂,以及真正在飛的星座25′
- 02Inter-satellite links: geometry, propagation delay, the laser link budget and the +Grid星間鏈路:幾何、傳播延遲、雷射鏈路預算與 +Grid25′
- 03Ground links: terminals, gateways, beams, handovers and what Starlink measures like地面鏈路:終端、閘道、波束、換手,以及實測的 Starlink39′
- 04The parameter sheet: a defensible 2026 model of a LEO network參數表:一份站得住腳的 2026 年 LEO 網路模型24′
Part II · The research第二部 · 研究
- 05Topology design and routing: +Grid, motifs, ground relays and the latency arguments拓樸設計與路由:+Grid、motif、地面中繼與延遲論證24′
- 06Transport and congestion control over a moving network移動網路上的傳輸層與壅塞控制32′
- 07Tools of the trade: measurement campaigns, simulators and emulators研究工具:量測活動、模擬器與模擬平台29′
- 08Computing in orbit: power, heat, radiation and the downlink bottleneck在軌運算:電力、散熱、輻射與下行瓶頸33′
- 09Services in orbit: content delivery, storage, federated learning and on-board inference在軌服務:內容遞送、儲存、聯邦學習與機上推論25′
Part III · AI in orbit第三部 · 在軌 AI
- 10What AI training asks of a network, and what a constellation offersAI 訓練對網路的要求,以及星座能給什麼27′
- 11Google's Suncatcher formation: the links, the cluster network and what must be redesignedGoogle 的 Suncatcher 編隊:鏈路、叢集網路與必須重新設計之處32′
- 12LLM inference on satellites: the published systems and the assumptions they rest on衛星上的 LLM 推論:已發表的系統與它們所依賴的假設33′
- 13Orbital data centers: open problems and a research plan for the network軌道資料中心:待研究問題與網路研究計畫38′
Beyond the chapters章節之外
Paper digests論文導讀48
Each paper has a page, and each topic lists its prerequisite chapter. The digests state constellation, link-rate and latency assumptions, measurement coverage and evidence limits.每篇論文各有一頁導讀,並依主題列出先備章節。導讀說明星座、鏈路速率與延遲的假設,以及量測範圍和證據限制。
- Link physics鏈路物理5 · after Ch. 25 篇 · 第 2 章後
- Measuring Starlink量測 Starlink8 · after Ch. 38 篇 · 第 3 章後
- Topology and routing拓樸與路由10 · after Ch. 510 篇 · 第 5 章後
- Transport and congestion control傳輸層與壅塞控制6 · after Ch. 66 篇 · 第 6 章後
- Simulation and emulation模擬與模擬平台4 · after Ch. 74 篇 · 第 7 章後
- Computing in orbit在軌運算4 · after Ch. 84 篇 · 第 8 章後
- Services in orbit在軌服務5 · after Ch. 95 篇 · 第 9 章後
- AI clusters and inference in orbit在軌 AI 叢集與推論6 · after Ch. 116 篇 · 第 11 章後
How to use this primer使用說明
Where the numbers come from, how sources are tagged, how the chapters connect, and a question-driven entry table.數字從哪裡來、來源如何標記、各章如何相連,以及從問題出發的入口表。